Biorreactor 13171

Dataset statistics

Number of variables	16
Number of observations	52413
Missing cells	82132
Missing cells (%)	9.8%
Duplicate rows	895
Duplicate rows (%)	1.7%
Total size in memory	8.8 MiB
Average record size in memory	176.3 B

Variable types

Numeric	16

Alerts

Dataset has 895 (1.7%) duplicate rows	Duplicates
`13171_FERM0101.Agitation_PV` is highly overall correlated with `13171_FERM0101.Biocontainer_Pressure_PV` and 4 other fields	High correlation
`13171_FERM0101.Biocontainer_Pressure_PV` is highly overall correlated with `13171_FERM0101.Agitation_PV` and 2 other fields	High correlation
`13171_FERM0101.DO_1_PV` is highly overall correlated with `13171_FERM0101.Agitation_PV`	High correlation
`13171_FERM0101.Gas_Overlay_PV` is highly overall correlated with `13171_FERM0101.Agitation_PV` and 2 other fields	High correlation
`13171_FERM0101.Load_Cell_Net_PV` is highly overall correlated with `13171_FERM0101.Agitation_PV` and 3 other fields	High correlation
`13171_FERM0101.pH_1_PV` is highly overall correlated with `13171_FERM0101.Agitation_PV` and 1 other fields	High correlation
`13171_FERM0101.Agitation_PV` has 4658 (8.9%) missing values	Missing
`13171_FERM0101.Air_Sparge_PV` has 4658 (8.9%) missing values	Missing
`13171_FERM0101.Biocontainer_Pressure_PV` has 4656 (8.9%) missing values	Missing
`13171_FERM0101.DO_1_PV` has 5628 (10.7%) missing values	Missing
`13171_FERM0101.DO_2_PV` has 4658 (8.9%) missing values	Missing
`13171_FERM0101.Gas_Overlay_PV` has 4658 (8.9%) missing values	Missing
`13171_FERM0101.Load_Cell_Net_PV` has 4656 (8.9%) missing values	Missing
`13171_FERM0101.pH_1_PV` has 9137 (17.4%) missing values	Missing
`13171_FERM0101.pH_2_PV` has 6819 (13.0%) missing values	Missing
`13171_FERM0101.PUMP_1_PV` has 4658 (8.9%) missing values	Missing
`13171_FERM0101.PUMP_1_TOTAL` has 4657 (8.9%) missing values	Missing
`13171_FERM0101.PUMP_2_PV` has 4658 (8.9%) missing values	Missing
`13171_FERM0101.PUMP_2_TOTAL` has 4657 (8.9%) missing values	Missing
`13171_FERM0101.Single_Use_DO_PV` has 4658 (8.9%) missing values	Missing
`13171_FERM0101.Single_Use_pH_PV` has 4658 (8.9%) missing values	Missing
`13171_FERM0101.Temperatura_PV` has 4658 (8.9%) missing values	Missing
`13171_FERM0101.DO_2_PV` is highly skewed (γ1 = 41.28672561)	Skewed
`13171_FERM0101.PUMP_1_PV` is highly skewed (γ1 = 114.6467451)	Skewed
`13171_FERM0101.PUMP_2_PV` is highly skewed (γ1 = 53.8799871)	Skewed
`13171_FERM0101.Agitation_PV` has 28492 (54.4%) zeros	Zeros
`13171_FERM0101.Air_Sparge_PV` has 46434 (88.6%) zeros	Zeros
`13171_FERM0101.Biocontainer_Pressure_PV` has 2479 (4.7%) zeros	Zeros
`13171_FERM0101.DO_1_PV` has 42142 (80.4%) zeros	Zeros
`13171_FERM0101.DO_2_PV` has 47727 (91.1%) zeros	Zeros
`13171_FERM0101.Gas_Overlay_PV` has 25342 (48.4%) zeros	Zeros
`13171_FERM0101.Load_Cell_Net_PV` has 640 (1.2%) zeros	Zeros
`13171_FERM0101.PUMP_1_PV` has 47749 (91.1%) zeros	Zeros
`13171_FERM0101.PUMP_1_TOTAL` has 7541 (14.4%) zeros	Zeros
`13171_FERM0101.PUMP_2_PV` has 47155 (90.0%) zeros	Zeros
`13171_FERM0101.PUMP_2_TOTAL` has 24586 (46.9%) zeros	Zeros

Reproduction

Analysis started	2024-09-29 18:18:00.369095
Analysis finished	2024-09-29 18:18:21.105214
Duration	20.74 seconds
Software version	ydata-profiling v0.0.dev0
Download configuration	config.json

13171_FERM0101.Agitation_PV
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	453
Distinct (%)	0.9%
Missing	4658
Missing (%)	8.9%
Infinite	0
Infinite (%)	0.0%
Mean	17.658302

Minimum	0
Maximum	80
Zeros	28492
Zeros (%)	54.4%
Negative	0
Negative (%)	0.0%
Memory size	2.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	20
95-th percentile	72
Maximum	80
Range	80
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	25.926322
Coefficient of variation (CV)	1.4682228
Kurtosis	0.053574913
Mean	17.658302
Median Absolute Deviation (MAD)	0
Skewness	1.2377167
Sum	843272.21
Variance	672.17418
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	28492	54.4%
20	7705	14.7%
72	5780	11.0%
44	2828	5.4%
80	576	1.1%
56	449	0.9%
32	250	0.5%
64	238	0.5%
24	192	0.4%
41.87200012	118	0.2%
Other values (443)	1127	2.2%
(Missing)	4658	8.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	28492	54.4%
9.19998938	1	< 0.1%
20	7705	14.7%
20.0199104	1	< 0.1%
20.09518522	1	< 0.1%
20.14830595	1	< 0.1%
20.2768615	1	< 0.1%
20.35507094	1	< 0.1%
20.40556412	1	< 0.1%
20.42562686	1	< 0.1%

Value	Count	Frequency (%)
80	576	1.1%
72	5780	11.0%
71.99999059	1	< 0.1%
71.99992676	1	< 0.1%
71.99985962	1	< 0.1%
71.99979535	1	< 0.1%
71.99973145	1	< 0.1%
71.99966431	1	< 0.1%
71.99959998	1	< 0.1%
71.99953613	1	< 0.1%

13171_FERM0101.Air_Sparge_PV
Real number (ℝ)

MISSING ZEROS

Distinct	1322
Distinct (%)	2.8%
Missing	4658
Missing (%)	8.9%
Infinite	0
Infinite (%)	0.0%
Mean	0.20326867

Minimum	0
Maximum	16.002353
Zeros	46434
Zeros (%)	88.6%
Negative	0
Negative (%)	0.0%
Memory size	2.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	16.002353
Range	16.002353
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.5983092
Coefficient of variation (CV)	7.8630378
Kurtosis	77.273577
Mean	0.20326867
Median Absolute Deviation (MAD)	0
Skewness	8.7053742
Sum	9707.0952
Variance	2.5545923
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	46434	88.6%
1.427198992	1	< 0.1%
1.839859052	1	< 0.1%
2.283028517	1	< 0.1%
2.706106268	1	< 0.1%
2.537766799	1	< 0.1%
2.092278158	1	< 0.1%
0.1420342704	1	< 0.1%
1.265706164	1	< 0.1%
0.3037414331	1	< 0.1%
Other values (1312)	1312	2.5%
(Missing)	4658	8.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	46434	88.6%
0.0006503327287	1	< 0.1%
0.001388928302	1	< 0.1%
0.001551954602	1	< 0.1%
0.001727686448	1	< 0.1%
0.001995624152	1	< 0.1%
0.002754363406	1	< 0.1%
0.002982296654	1	< 0.1%
0.003166518988	1	< 0.1%
0.003293498541	1	< 0.1%

Value	Count	Frequency (%)
16.00235327	1	< 0.1%
16.00225139	1	< 0.1%
16.00203551	1	< 0.1%
16.00188188	1	< 0.1%
16.00182802	1	< 0.1%
16.00176277	1	< 0.1%
16.00170209	1	< 0.1%
16.00156782	1	< 0.1%
16.00137721	1	< 0.1%
16.00135861	1	< 0.1%

13171_FERM0101.Biocontainer_Pressure_PV
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	23591
Distinct (%)	49.4%
Missing	4656
Missing (%)	8.9%
Infinite	0
Infinite (%)	0.0%
Mean	207.2114

Minimum	-17.466855
Maximum	480
Zeros	2479
Zeros (%)	4.7%
Negative	14825
Negative (%)	28.3%
Memory size	2.8 MiB

Quantile statistics

Minimum	-17.466855
5-th percentile	-2.0755825
Q1	-0.44592103
median	1.8692139
Q3	480
95-th percentile	480
Maximum	480
Range	497.46685
Interquartile range (IQR)	480.44592

Descriptive statistics

Standard deviation	237.8902
Coefficient of variation (CV)	1.1480556
Kurtosis	-1.9244616
Mean	207.2114
Median Absolute Deviation (MAD)	3.8106837
Skewness	0.27449576
Sum	9895794.8
Variance	56591.747
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
480	20627	39.4%
0	2479	4.7%
-1.736108398	36	0.1%
-0.3993041992	35	0.1%
-1.756365967	34	0.1%
-0.6221069336	29	0.1%
-0.4398132324	28	0.1%
-2.019677734	27	0.1%
-1.533563232	27	0.1%
-2.039929199	26	< 0.1%
Other values (23581)	24409	46.6%
(Missing)	4656	8.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-17.46685468	1	< 0.1%
-17.40801237	1	< 0.1%
-17.40423101	1	< 0.1%
-17.40284387	1	< 0.1%
-17.39293823	1	< 0.1%
-17.38617579	1	< 0.1%
-17.36105496	1	< 0.1%
-17.36061863	1	< 0.1%
-17.33317647	1	< 0.1%
-17.21719521	1	< 0.1%

Value	Count	Frequency (%)
480	20627	39.4%
477.1533083	1	< 0.1%
413.1858147	1	< 0.1%
308.5423424	1	< 0.1%
57.84815568	1	< 0.1%
8.722714819	1	< 0.1%
8.693263114	1	< 0.1%
8.574339883	1	< 0.1%
8.499377033	1	< 0.1%
8.383500725	1	< 0.1%

13171_FERM0101.DO_1_PV
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	4318
Distinct (%)	9.2%
Missing	5628
Missing (%)	10.7%
Infinite	0
Infinite (%)	0.0%
Mean	3.1067104

Minimum	0
Maximum	94.793915
Zeros	42142
Zeros (%)	80.4%
Negative	0
Negative (%)	0.0%
Memory size	2.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	19.211083
Maximum	94.793915
Range	94.793915
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	11.683093
Coefficient of variation (CV)	3.7605993
Kurtosis	23.372474
Mean	3.1067104
Median Absolute Deviation (MAD)	0
Skewness	4.7046667
Sum	145347.45
Variance	136.49466
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	42142	80.4%
81.70202026	17	< 0.1%
72.82851563	14	< 0.1%
72.41400757	11	< 0.1%
72.14432983	11	< 0.1%
72.00949097	7	< 0.1%
15.60005035	7	< 0.1%
72.69367676	6	< 0.1%
71.99950562	6	< 0.1%
72.13933716	6	< 0.1%
Other values (4308)	4558	8.7%
(Missing)	5628	10.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	42142	80.4%
1.314477684	1	< 0.1%
1.394072316	1	< 0.1%
2.03551119	1	< 0.1%
2.074257469	1	< 0.1%
2.342163849	3	< 0.1%
2.406096907	1	< 0.1%
2.480812073	1	< 0.1%
2.619460297	1	< 0.1%
2.791164589	1	< 0.1%

Value	Count	Frequency (%)
94.79391538	1	< 0.1%
91.0729121	1	< 0.1%
91.06054801	1	< 0.1%
89.45164153	1	< 0.1%
87.61194135	1	< 0.1%
87.39271376	1	< 0.1%
87.28655346	1	< 0.1%
85.68274537	1	< 0.1%
85.2845485	1	< 0.1%
85.19063381	1	< 0.1%

13171_FERM0101.DO_2_PV
Real number (ℝ)

MISSING SKEWED ZEROS

Distinct	13
Distinct (%)	< 0.1%
Missing	4658
Missing (%)	8.9%
Infinite	0
Infinite (%)	0.0%
Mean	0.052312737

Minimum	0
Maximum	89.740161
Zeros	47727
Zeros (%)	91.1%
Negative	0
Negative (%)	0.0%
Memory size	2.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	89.740161
Range	89.740161
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.1602491
Coefficient of variation (CV)	41.294897
Kurtosis	1703.2286
Mean	0.052312737
Median Absolute Deviation (MAD)	0
Skewness	41.286726
Sum	2498.1948
Variance	4.6666761
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0	47727	91.1%
89.58114014	9	< 0.1%
89.42779541	6	< 0.1%
89.74016113	4	< 0.1%
89.58363173	1	< 0.1%
89.63708413	1	< 0.1%
89.65920385	1	< 0.1%
89.73720789	1	< 0.1%
89.61322148	1	< 0.1%
89.59118919	1	< 0.1%
Other values (3)	3	< 0.1%
(Missing)	4658	8.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	47727	91.1%
79.86813354	1	< 0.1%
89.26877441	1	< 0.1%
89.42779541	6	< 0.1%
89.47863892	1	< 0.1%
89.58114014	9	< 0.1%
89.58363173	1	< 0.1%
89.59118919	1	< 0.1%
89.61322148	1	< 0.1%
89.63708413	1	< 0.1%

Value	Count	Frequency (%)
89.74016113	4	< 0.1%
89.73720789	1	< 0.1%
89.65920385	1	< 0.1%
89.63708413	1	< 0.1%
89.61322148	1	< 0.1%
89.59118919	1	< 0.1%
89.58363173	1	< 0.1%
89.58114014	9	< 0.1%
89.47863892	1	< 0.1%
89.42779541	6	< 0.1%

13171_FERM0101.Gas_Overlay_PV
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	22414
Distinct (%)	46.9%
Missing	4658
Missing (%)	8.9%
Infinite	0
Infinite (%)	0.0%
Mean	1.976907

Minimum	0
Maximum	16.000695
Zeros	25342
Zeros (%)	48.4%
Negative	0
Negative (%)	0.0%
Memory size	2.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	4.0000039
95-th percentile	4.0004047
Maximum	16.000695
Range	16.000695
Interquartile range (IQR)	4.0000039

Descriptive statistics

Standard deviation	2.1973059
Coefficient of variation (CV)	1.1114867
Kurtosis	-0.61652318
Mean	1.976907
Median Absolute Deviation (MAD)	0
Skewness	0.52267609
Sum	94407.196
Variance	4.8281533
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	25342	48.4%
4.000093447	1	< 0.1%
3.999817579	1	< 0.1%
3.999761204	1	< 0.1%
4.000020328	1	< 0.1%
4.000010258	1	< 0.1%
3.999660146	1	< 0.1%
4.0002661	1	< 0.1%
4.000117034	1	< 0.1%
3.999839784	1	< 0.1%
Other values (22404)	22404	42.7%
(Missing)	4658	8.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	25342	48.4%
0.02326878684	1	< 0.1%
0.5026381067	1	< 0.1%
0.5133354164	1	< 0.1%
0.5729348989	1	< 0.1%
1.26004482	1	< 0.1%
1.811821992	1	< 0.1%
1.893493225	1	< 0.1%
1.910756824	1	< 0.1%
1.949962749	1	< 0.1%

Value	Count	Frequency (%)
16.00069479	1	< 0.1%
15.9998249	1	< 0.1%
15.99980576	1	< 0.1%
15.99952382	1	< 0.1%
15.99924665	1	< 0.1%
15.99864865	1	< 0.1%
14.97904898	1	< 0.1%
14.52046136	1	< 0.1%
12.81875877	1	< 0.1%
12.01324713	1	< 0.1%

13171_FERM0101.Load_Cell_Net_PV
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	6360
Distinct (%)	13.3%
Missing	4656
Missing (%)	8.9%
Infinite	0
Infinite (%)	0.0%
Mean	54.85092

Minimum	-8.6041119
Maximum	191.92
Zeros	640
Zeros (%)	1.2%
Negative	21259
Negative (%)	40.6%
Memory size	2.8 MiB

Quantile statistics

Minimum	-8.6041119
5-th percentile	-7.1199997
Q1	-6.4800003
median	0.24000001
Q3	158.4
95-th percentile	166.88
Maximum	191.92
Range	200.52411
Interquartile range (IQR)	164.88

Descriptive statistics

Standard deviation	73.671666
Coefficient of variation (CV)	1.3431254
Kurtosis	-1.4802376
Mean	54.85092
Median Absolute Deviation (MAD)	7.2800002
Skewness	0.58054064
Sum	2619515.4
Variance	5427.5144
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-6.640000153	1326	2.5%
-6.559999847	1213	2.3%
-6.4	1107	2.1%
-7.040000153	1080	2.1%
-6.480000305	1071	2.0%
-6.8	1062	2.0%
-6.959999847	934	1.8%
-6.880000305	803	1.5%
-7.119999695	765	1.5%
-5.6	720	1.4%
Other values (6350)	37676	71.9%
(Missing)	4656	8.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-8.604111888	1	< 0.1%
-8.4	1	< 0.1%
-8.319999695	1	< 0.1%
-8.272293295	1	< 0.1%
-8.159999847	3	< 0.1%
-8.137889231	1	< 0.1%
-8.081737327	1	< 0.1%
-8.080000305	3	< 0.1%
-8	7	< 0.1%
-7.919999695	10	< 0.1%

Value	Count	Frequency (%)
191.9199951	1	< 0.1%
191.8400024	1	< 0.1%
191.7241006	1	< 0.1%
191.5688244	1	< 0.1%
191.4400024	1	< 0.1%
191.3599976	1	< 0.1%
175.8030514	1	< 0.1%
175.2523186	1	< 0.1%
174.830138	1	< 0.1%
174.5363098	1	< 0.1%

13171_FERM0101.pH_1_PV
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	6148
Distinct (%)	14.2%
Missing	9137
Missing (%)	17.4%
Infinite	0
Infinite (%)	0.0%
Mean	3.0921634

Minimum	-0.3285778
Maximum	96.477242
Zeros	66
Zeros (%)	0.1%
Negative	391
Negative (%)	0.7%
Memory size	2.8 MiB

Quantile statistics

Minimum	-0.3285778
5-th percentile	1.260704
Q1	1.4570414
median	1.5985078
Q3	5.876836
95-th percentile	6.1505007
Maximum	96.477242
Range	96.80582
Interquartile range (IQR)	4.4197947

Descriptive statistics

Standard deviation	2.1533841
Coefficient of variation (CV)	0.69640048
Kurtosis	80.063864
Mean	3.0921634
Median Absolute Deviation (MAD)	0.28655367
Skewness	2.3936815
Sum	133816.46
Variance	4.6370631
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.598507786	1687	3.2%
1.38335743	1599	3.1%
1.569852829	1332	2.5%
1.975545883	1266	2.4%
1.457041359	853	1.6%
1.578411865	791	1.5%
1.57115612	768	1.5%
1.539599609	743	1.4%
1.102238846	735	1.4%
1.885061455	678	1.3%
Other values (6138)	32824	62.6%
(Missing)	9137	17.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.3285778046	3	< 0.1%
-0.257396698	35	0.1%
-0.2403810501	343	0.7%
-0.1913319103	1	< 0.1%
-0.1461831317	1	< 0.1%
-0.1384361911	1	< 0.1%
-0.1354048353	1	< 0.1%
-0.1159889384	1	< 0.1%
-0.112992759	1	< 0.1%
-0.1046121073	1	< 0.1%

Value	Count	Frequency (%)
96.47724174	1	< 0.1%
10.29741389	1	< 0.1%
8.851742664	1	< 0.1%
8.298103593	1	< 0.1%
7.606374086	1	< 0.1%
7.308830579	1	< 0.1%
7.18436231	1	< 0.1%
7.130503403	1	< 0.1%
6.828440791	1	< 0.1%
6.775617981	1	< 0.1%

13171_FERM0101.pH_2_PV
Real number (ℝ)

MISSING

Distinct	798
Distinct (%)	1.8%
Missing	6819
Missing (%)	13.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.0720099

Minimum	-0.016351318
Maximum	6.0018169
Zeros	23
Zeros (%)	< 0.1%
Negative	1402
Negative (%)	2.7%
Memory size	2.8 MiB

Quantile statistics

Minimum	-0.016351318
5-th percentile	3.2
Q1	3.2
median	3.2
Q3	3.2
95-th percentile	3.2
Maximum	6.0018169
Range	6.0181683
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.60558011
Coefficient of variation (CV)	0.1971283
Kurtosis	20.356435
Mean	3.0720099
Median Absolute Deviation (MAD)	0
Skewness	-4.6732482
Sum	140065.22
Variance	0.36672726
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.2	43380	82.8%
-0.01635131836	1396	2.7%
0	23	< 0.1%
2.157751059	1	< 0.1%
1.784685318	1	< 0.1%
2.029801508	1	< 0.1%
2.198046836	1	< 0.1%
1.604200996	1	< 0.1%
1.702661731	1	< 0.1%
1.467929778	1	< 0.1%
Other values (788)	788	1.5%
(Missing)	6819	13.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.01635131836	1396	2.7%
-0.01155882534	1	< 0.1%
-0.01131186551	1	< 0.1%
-0.005097151927	1	< 0.1%
-0.005031424847	1	< 0.1%
-0.004830629337	1	< 0.1%
-0.00479302398	1	< 0.1%
0	23	< 0.1%
0.0001582356723	1	< 0.1%
0.0001582643674	1	< 0.1%

Value	Count	Frequency (%)
6.00181694	1	< 0.1%
5.966472244	1	< 0.1%
3.2	43380	82.8%
3.19939067	1	< 0.1%
3.19925527	1	< 0.1%
3.198962573	1	< 0.1%
3.198836907	1	< 0.1%
3.1978056	1	< 0.1%
3.197653228	1	< 0.1%
3.197442338	1	< 0.1%

13171_FERM0101.PUMP_1_PV
Real number (ℝ)

MISSING SKEWED ZEROS

Distinct	7
Distinct (%)	< 0.1%
Missing	4658
Missing (%)	8.9%
Infinite	0
Infinite (%)	0.0%
Mean	0.0020647442

Minimum	0
Maximum	31.292846
Zeros	47749
Zeros (%)	91.1%
Negative	0
Negative (%)	0.0%
Memory size	2.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	31.292846
Range	31.292846
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.21442789
Coefficient of variation (CV)	103.85204
Kurtosis	14101.39
Mean	0.0020647442
Median Absolute Deviation (MAD)	0
Skewness	114.64675
Sum	98.601859
Variance	0.045979319
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	47749	91.1%
9.696192385	1	< 0.1%
0.258633783	1	< 0.1%
31.29284561	1	< 0.1%
15.2311284	1	< 0.1%
22.36756257	1	< 0.1%
19.75549591	1	< 0.1%
(Missing)	4658	8.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	47749	91.1%
0.258633783	1	< 0.1%
9.696192385	1	< 0.1%
15.2311284	1	< 0.1%
19.75549591	1	< 0.1%
22.36756257	1	< 0.1%
31.29284561	1	< 0.1%

Value	Count	Frequency (%)
31.29284561	1	< 0.1%
22.36756257	1	< 0.1%
19.75549591	1	< 0.1%
15.2311284	1	< 0.1%
9.696192385	1	< 0.1%
0.258633783	1	< 0.1%
0	47749	91.1%

13171_FERM0101.PUMP_1_TOTAL
Real number (ℝ)

MISSING ZEROS

Distinct	880
Distinct (%)	1.8%
Missing	4657
Missing (%)	8.9%
Infinite	0
Infinite (%)	0.0%
Mean	36.590068

Minimum	0
Maximum	512.53447
Zeros	7541
Zeros (%)	14.4%
Negative	0
Negative (%)	0.0%
Memory size	2.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	7.4399994
median	9.9199997
Q3	17.360001
95-th percentile	99.199969
Maximum	512.53447
Range	512.53447
Interquartile range (IQR)	9.9200012

Descriptive statistics

Standard deviation	101.60514
Coefficient of variation (CV)	2.7768502
Kurtosis	16.982406
Mean	36.590068
Median Absolute Deviation (MAD)	4.9600006
Skewness	4.2650105
Sum	1747395.3
Variance	10323.604
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.43999939	8370	16.0%
0	7541	14.4%
17.36000061	6744	12.9%
14.88000031	5151	9.8%
9.919999695	4909	9.4%
12.4	4475	8.5%
4.959999847	2103	4.0%
96.7199707	2011	3.8%
512.5344727	1974	3.8%
6.61333313	529	1.0%
Other values (870)	3949	7.5%
(Missing)	4657	8.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7541	14.4%
0.004837127198	1	< 0.1%
0.01336322829	1	< 0.1%
0.01717965255	1	< 0.1%
0.01790767497	1	< 0.1%
0.01814191661	1	< 0.1%
0.02674272099	1	< 0.1%
0.02921923892	1	< 0.1%
0.03409715752	1	< 0.1%
0.03927622952	1	< 0.1%

Value	Count	Frequency (%)
512.5344727	1974	3.8%
399.7768887	1	< 0.1%
399.324047	1	< 0.1%
394.2282315	1	< 0.1%
361.9359012	1	< 0.1%
354.9669117	1	< 0.1%
353.294405	1	< 0.1%
351.8438728	1	< 0.1%
350.0818073	1	< 0.1%
350.0360569	1	< 0.1%

13171_FERM0101.PUMP_2_PV
Real number (ℝ)

MISSING SKEWED ZEROS

Distinct	594
Distinct (%)	1.2%
Missing	4658
Missing (%)	8.9%
Infinite	0
Infinite (%)	0.0%
Mean	0.025990255

Minimum	0
Maximum	48
Zeros	47155
Zeros (%)	90.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	48
Range	48
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.40467109
Coefficient of variation (CV)	15.570109
Kurtosis	5200.303
Mean	0.025990255
Median Absolute Deviation (MAD)	0
Skewness	53.879987
Sum	1241.1646
Variance	0.16375869
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	47155	90.0%
8	3	< 0.1%
1.388485938	3	< 0.1%
0.001509094238	2	< 0.1%
1.38847309	2	< 0.1%
1.388485748	2	< 0.1%
4.287061064	1	< 0.1%
1.705317442	1	< 0.1%
4.799482481	1	< 0.1%
4.473761197	1	< 0.1%
Other values (584)	584	1.1%
(Missing)	4658	8.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	47155	90.0%
0.0001165716234	1	< 0.1%
0.0001920202796	1	< 0.1%
0.0004622735494	1	< 0.1%
0.000502589483	1	< 0.1%
0.0006660618071	1	< 0.1%
0.0008622826146	1	< 0.1%
0.0008802621543	1	< 0.1%
0.0009214454408	1	< 0.1%
0.0009459621342	1	< 0.1%

Value	Count	Frequency (%)
48	1	< 0.1%
32.52447157	1	< 0.1%
20.06333269	1	< 0.1%
8	3	< 0.1%
7.890617317	1	< 0.1%
7.712123398	1	< 0.1%
7.534939796	1	< 0.1%
7.389618969	1	< 0.1%
7.204369783	1	< 0.1%
6.3912063	1	< 0.1%

13171_FERM0101.PUMP_2_TOTAL
Real number (ℝ)

MISSING ZEROS

Distinct	1535
Distinct (%)	3.2%
Missing	4657
Missing (%)	8.9%
Infinite	0
Infinite (%)	0.0%
Mean	471.75443

Minimum	0
Maximum	11066.218
Zeros	24586
Zeros (%)	46.9%
Negative	0
Negative (%)	0.0%
Memory size	2.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	312.28723
95-th percentile	2426.9166
Maximum	11066.218
Range	11066.218
Interquartile range (IQR)	312.28723

Descriptive statistics

Standard deviation	1142.7441
Coefficient of variation (CV)	2.4223284
Kurtosis	22.772506
Mean	471.75443
Median Absolute Deviation (MAD)	0
Skewness	3.9644022
Sum	22529104
Variance	1305864.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	24586	46.9%
2426.916602	2439	4.7%
57.75947266	1703	3.2%
228.0223633	1377	2.6%
4360.263281	1257	2.4%
17.84088898	909	1.7%
128.7980713	837	1.6%
191.6427124	799	1.5%
3823.102734	772	1.5%
450.6058594	689	1.3%
Other values (1525)	12388	23.6%
(Missing)	4657	8.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	24586	46.9%
0.1173955137	1	< 0.1%
0.1750571234	1	< 0.1%
0.2849437213	1	< 0.1%
0.2863696957	1	< 0.1%
0.3985455648	1	< 0.1%
0.4192346391	1	< 0.1%
0.4267163687	1	< 0.1%
1.201073721	1	< 0.1%
1.297263096	1	< 0.1%

Value	Count	Frequency (%)
11066.21797	130	0.2%
11044.89101	1	< 0.1%
9387.447535	1	< 0.1%
5444.042401	1	< 0.1%
4360.263281	1257	2.4%
4355.168542	1	< 0.1%
4353.605218	1	< 0.1%
4343.469875	1	< 0.1%
4328.185674	1	< 0.1%
4327.555406	1	< 0.1%

13171_FERM0101.Single_Use_DO_PV
Real number (ℝ)

MISSING

Distinct	6644
Distinct (%)	13.9%
Missing	4658
Missing (%)	8.9%
Infinite	0
Infinite (%)	0.0%
Mean	674.70197

Minimum	0
Maximum	861.78174
Zeros	4
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.8 MiB

Quantile statistics

Minimum	0
5-th percentile	16.424482
Q1	712.9418
median	799.99199
Q3	799.99199
95-th percentile	834.80322
Maximum	861.78174
Range	861.78174
Interquartile range (IQR)	87.050195

Descriptive statistics

Standard deviation	261.32584
Coefficient of variation (CV)	0.38732041
Kurtosis	2.1977911
Mean	674.70197
Median Absolute Deviation (MAD)	17.995752
Skewness	-1.9977722
Sum	32220393
Variance	68291.196
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
799.9919922	21272	40.6%
712.9417969	3429	6.5%
834.8032227	1813	3.5%
723.647168	1620	3.1%
780.2516602	1343	2.6%
698.0123535	1313	2.5%
707.9575195	784	1.5%
786.0784668	779	1.5%
860.3914063	722	1.4%
797.5991699	692	1.3%
Other values (6634)	13988	26.7%
(Missing)	4658	8.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	< 0.1%
0.468882039	1	< 0.1%
0.5104694107	1	< 0.1%
0.6447309521	1	< 0.1%
0.6515499482	1	< 0.1%
0.6970039807	1	< 0.1%
0.7005806965	1	< 0.1%
0.7034765244	1	< 0.1%
0.7063981392	1	< 0.1%
0.7067219516	1	< 0.1%

Value	Count	Frequency (%)
861.7817383	671	1.3%
861.6756228	1	< 0.1%
860.8538396	1	< 0.1%
860.8140773	1	< 0.1%
860.8031504	1	< 0.1%
860.7404356	1	< 0.1%
860.3914063	722	1.4%
850.9651323	1	< 0.1%
846.1493961	1	< 0.1%
843.2506836	124	0.2%

13171_FERM0101.Single_Use_pH_PV
Real number (ℝ)

MISSING

Distinct	1403
Distinct (%)	2.9%
Missing	4658
Missing (%)	8.9%
Infinite	0
Infinite (%)	0.0%
Mean	628.81506

Minimum	-790.12803
Maximum	805.952
Zeros	0
Zeros (%)	0.0%
Negative	480
Negative (%)	0.9%
Memory size	2.8 MiB

Quantile statistics

Minimum	-790.12803
5-th percentile	5.7920002
Q1	799.91201
median	800.08799
Q3	800.28799
95-th percentile	800.48799
Maximum	805.952
Range	1596.08
Interquartile range (IQR)	0.37597656

Descriptive statistics

Standard deviation	345.26044
Coefficient of variation (CV)	0.54906515
Kurtosis	1.9572604
Mean	628.81506
Median Absolute Deviation (MAD)	0.2
Skewness	-1.7413328
Sum	30029063
Variance	119204.77
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
800.4	3979	7.6%
799.9919922	3088	5.9%
800.0879883	2570	4.9%
800.4879883	1776	3.4%
800.1839844	1623	3.1%
800.047998	1504	2.9%
800.1759766	1331	2.5%
799.9679688	1321	2.5%
800.3199707	1239	2.4%
800.1919922	1221	2.3%
Other values (1393)	28103	53.6%
(Missing)	4658	8.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-790.1280273	352	0.7%
-788.4639648	1	< 0.1%
-788.308278	1	< 0.1%
-788.3039551	5	< 0.1%
-788.2997672	1	< 0.1%
-788.2997318	1	< 0.1%
-788.2997013	1	< 0.1%
-788.2996668	1	< 0.1%
-788.2996653	1	< 0.1%
-788.2996517	1	< 0.1%

Value	Count	Frequency (%)
805.952002	442	0.8%
802.352002	664	1.3%
800.5759766	561	1.1%
800.5199707	560	1.1%
800.4879883	1776	3.4%
800.4080078	472	0.9%
800.4	3979	7.6%
800.3759766	586	1.1%
800.352002	545	1.0%
800.3199707	1239	2.4%

13171_FERM0101.Temperatura_PV
Real number (ℝ)

MISSING

Distinct	30799
Distinct (%)	64.5%
Missing	4658
Missing (%)	8.9%
Infinite	0
Infinite (%)	0.0%
Mean	17.07861

Minimum	0.15725258
Maximum	80.640002
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 MiB

Quantile statistics

Minimum	0.15725258
5-th percentile	3.4799988
Q1	13.499294
median	16.519995
Q3	20.359998
95-th percentile	29.653087
Maximum	80.640002
Range	80.48275
Interquartile range (IQR)	6.8607034

Descriptive statistics

Standard deviation	7.7622566
Coefficient of variation (CV)	0.45450167
Kurtosis	-0.39970991
Mean	17.07861
Median Absolute Deviation (MAD)	3.2799927
Skewness	0.05152108
Sum	815589
Variance	60.252628
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
29.27199707	157	0.3%
29.26400146	140	0.3%
29.74399414	140	0.3%
29.76800537	137	0.3%
29.29599609	127	0.2%
3.223999023	120	0.2%
29.24000244	118	0.2%
3.544000244	113	0.2%
3.423999023	108	0.2%
3.584002686	106	0.2%
Other values (30789)	46489	88.7%
(Missing)	4658	8.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1572525757	1	< 0.1%
3.015997314	1	< 0.1%
3.05448312	1	< 0.1%
3.130215251	1	< 0.1%
3.144000244	1	< 0.1%
3.158182998	1	< 0.1%
3.167999268	1	< 0.1%
3.176000977	10	< 0.1%
3.176016301	1	< 0.1%
3.17632069	1	< 0.1%

Value	Count	Frequency (%)
80.64000244	1	< 0.1%
74.84973373	1	< 0.1%
31.48800049	1	< 0.1%
31.44858354	1	< 0.1%
31.44000244	2	< 0.1%
31.40799561	1	< 0.1%
31.39545621	1	< 0.1%
31.38399658	5	< 0.1%
31.38026083	1	< 0.1%
31.37964891	1	< 0.1%

Auto

Heatmap
Table

	13171_FERM0101.Agitation_PV	13171_FERM0101.Air_Sparge_PV	13171_FERM0101.Biocontainer_Pressure_PV	13171_FERM0101.DO_1_PV	13171_FERM0101.DO_2_PV	13171_FERM0101.Gas_Overlay_PV	13171_FERM0101.Load_Cell_Net_PV	13171_FERM0101.PUMP_1_PV	13171_FERM0101.PUMP_1_TOTAL	13171_FERM0101.PUMP_2_PV	13171_FERM0101.PUMP_2_TOTAL	13171_FERM0101.Single_Use_DO_PV	13171_FERM0101.Single_Use_pH_PV	13171_FERM0101.Temperatura_PV	13171_FERM0101.pH_1_PV	13171_FERM0101.pH_2_PV
13171_FERM0101.Agitation_PV	1.000	0.262	-0.552	0.502	-0.019	0.647	0.804	0.000	-0.186	0.181	-0.386	-0.138	-0.240	0.164	0.625	0.021
13171_FERM0101.Air_Sparge_PV	0.262	1.000	-0.013	0.447	-0.004	0.172	0.216	-0.002	0.003	0.250	-0.012	-0.259	-0.228	0.244	0.175	0.019
13171_FERM0101.Biocontainer_Pressure_PV	-0.552	-0.013	1.000	-0.064	0.017	-0.665	-0.711	-0.011	0.410	-0.022	0.474	-0.254	0.092	0.237	-0.359	0.027
13171_FERM0101.DO_1_PV	0.502	0.447	-0.064	1.000	NaN	0.307	0.405	-0.004	0.016	0.243	-0.053	-0.455	-0.402	0.456	0.359	0.049
13171_FERM0101.DO_2_PV	-0.019	-0.004	0.017	NaN	1.000	-0.021	-0.008	-0.000	0.023	-0.003	-0.022	-0.023	0.019	-0.019	NaN	NaN
13171_FERM0101.Gas_Overlay_PV	0.647	0.172	-0.665	0.307	-0.021	1.000	0.695	0.007	-0.344	0.095	-0.453	0.077	-0.191	0.028	0.435	0.004
13171_FERM0101.Load_Cell_Net_PV	0.804	0.216	-0.711	0.405	-0.008	0.695	1.000	0.003	-0.217	0.121	-0.449	0.034	-0.274	0.053	0.548	0.020
13171_FERM0101.PUMP_1_PV	0.000	-0.002	-0.011	-0.004	-0.000	0.007	0.003	1.000	0.001	0.016	-0.003	0.008	0.008	0.003	0.002	0.003
13171_FERM0101.PUMP_1_TOTAL	-0.186	0.003	0.410	0.016	0.023	-0.344	-0.217	0.001	1.000	0.013	0.422	-0.171	0.230	0.045	-0.024	-0.029
13171_FERM0101.PUMP_2_PV	0.181	0.250	-0.022	0.243	-0.003	0.095	0.121	0.016	0.013	1.000	0.101	-0.173	-0.166	0.171	0.087	0.013
13171_FERM0101.PUMP_2_TOTAL	-0.386	-0.012	0.474	-0.053	-0.022	-0.453	-0.449	-0.003	0.422	0.101	1.000	-0.097	-0.079	0.036	-0.259	0.125
13171_FERM0101.Single_Use_DO_PV	-0.138	-0.259	-0.254	-0.455	-0.023	0.077	0.034	0.008	-0.171	-0.173	-0.097	1.000	0.276	-0.420	-0.047	0.014
13171_FERM0101.Single_Use_pH_PV	-0.240	-0.228	0.092	-0.402	0.019	-0.191	-0.274	0.008	0.230	-0.166	-0.079	0.276	1.000	-0.217	-0.114	-0.160
13171_FERM0101.Temperatura_PV	0.164	0.244	0.237	0.456	-0.019	0.028	0.053	0.003	0.045	0.171	0.036	-0.420	-0.217	1.000	0.112	0.133
13171_FERM0101.pH_1_PV	0.625	0.175	-0.359	0.359	NaN	0.435	0.548	0.002	-0.024	0.087	-0.259	-0.047	-0.114	0.112	1.000	0.038
13171_FERM0101.pH_2_PV	0.021	0.019	0.027	0.049	NaN	0.004	0.020	0.003	-0.029	0.013	0.125	0.014	-0.160	0.133	0.038	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	13171_FERM0101.Agitation_PV	13171_FERM0101.Air_Sparge_PV	13171_FERM0101.Biocontainer_Pressure_PV	13171_FERM0101.DO_1_PV	13171_FERM0101.DO_2_PV	13171_FERM0101.Gas_Overlay_PV	13171_FERM0101.Load_Cell_Net_PV	13171_FERM0101.pH_1_PV	13171_FERM0101.pH_2_PV	13171_FERM0101.PUMP_1_PV	13171_FERM0101.PUMP_1_TOTAL	13171_FERM0101.PUMP_2_PV	13171_FERM0101.PUMP_2_TOTAL	13171_FERM0101.Single_Use_DO_PV	13171_FERM0101.Single_Use_pH_PV	13171_FERM0101.Temperatura_PV
DateTime
2023-03-15 00:00:00.000	0.0	0.0	480.0	0.0	0.0	0.0	-6.640000	1.869104	3.2	0.0	17.773326	0.0	11066.217969	799.991992	800.295996	19.130649
2023-03-15 00:15:00.000	0.0	0.0	480.0	0.0	0.0	0.0	-6.640000	1.869104	3.2	0.0	17.773326	0.0	11066.217969	799.991992	800.295996	19.117385
2023-03-15 00:30:00.000	0.0	0.0	480.0	0.0	0.0	0.0	-6.638355	1.869104	3.2	0.0	17.773326	0.0	11066.217969	799.991992	800.295996	19.128038
2023-03-15 00:45:00.000	0.0	0.0	480.0	0.0	0.0	0.0	-6.640000	1.869104	3.2	0.0	17.773326	0.0	11066.217969	799.991992	800.295996	19.127873
2023-03-15 01:00:00.000	0.0	0.0	480.0	0.0	0.0	0.0	-6.640000	1.869104	3.2	0.0	17.773326	0.0	11066.217969	799.991992	800.295996	19.080857
2023-03-15 01:15:00.000	0.0	0.0	480.0	0.0	0.0	0.0	-6.640000	1.869104	3.2	0.0	17.773326	0.0	11066.217969	799.991992	800.295996	19.113166
2023-03-15 01:30:00.000	0.0	0.0	480.0	0.0	0.0	0.0	-2.181886	1.869104	3.2	0.0	17.773326	0.0	11066.217969	799.991992	800.295996	19.081337
2023-03-15 01:45:00.000	0.0	0.0	480.0	0.0	0.0	0.0	-6.587542	1.869104	3.2	0.0	17.773326	0.0	11066.217969	799.991992	800.295996	19.128574
2023-03-15 02:00:00.000	0.0	0.0	480.0	0.0	0.0	0.0	-6.640000	1.869104	3.2	0.0	17.773326	0.0	11066.217969	799.991992	800.295996	19.072420
2023-03-15 02:15:00.000	0.0	0.0	480.0	0.0	0.0	0.0	-6.640000	1.869104	3.2	0.0	17.773326	0.0	11066.217969	799.991992	800.295996	18.965598

	13171_FERM0101.Agitation_PV	13171_FERM0101.Air_Sparge_PV	13171_FERM0101.Biocontainer_Pressure_PV	13171_FERM0101.DO_1_PV	13171_FERM0101.DO_2_PV	13171_FERM0101.Gas_Overlay_PV	13171_FERM0101.Load_Cell_Net_PV	13171_FERM0101.pH_1_PV	13171_FERM0101.pH_2_PV	13171_FERM0101.PUMP_1_PV	13171_FERM0101.PUMP_1_TOTAL	13171_FERM0101.PUMP_2_PV	13171_FERM0101.PUMP_2_TOTAL	13171_FERM0101.Single_Use_DO_PV	13171_FERM0101.Single_Use_pH_PV	13171_FERM0101.Temperatura_PV
DateTime
2024-09-10 21:45:00.000	20.0	0.0	-2.039929	0.0	0.0	4.000084	161.6	5.049667	-0.016351	0.0	7.439999	0.0	0.0	799.991992	800.4	3.527186
2024-09-10 22:00:00.000	20.0	0.0	-2.080438	0.0	0.0	3.999963	161.6	5.057235	-0.016351	0.0	7.439999	0.0	0.0	799.991992	800.4	3.532234
2024-09-10 22:15:00.000	20.0	0.0	-2.019678	0.0	0.0	4.000033	161.6	5.064804	-0.016351	0.0	7.439999	0.0	0.0	799.991992	800.4	3.479999
2024-09-10 22:30:00.000	20.0	0.0	-1.958911	0.0	0.0	3.999917	161.6	5.064804	-0.016351	0.0	7.439999	0.0	0.0	799.991992	800.4	3.503998
2024-09-10 22:45:00.000	20.0	0.0	-2.039929	0.0	0.0	4.000055	161.6	5.065084	-0.016351	0.0	7.439999	0.0	0.0	799.991992	800.4	3.496921
2024-09-10 23:00:00.000	20.0	0.0	-2.028913	0.0	0.0	3.999960	161.6	5.065084	-0.016351	0.0	7.439999	0.0	0.0	799.991992	800.4	3.549670
2024-09-10 23:15:00.000	20.0	0.0	-2.080438	0.0	0.0	3.999818	161.6	5.064999	-0.016351	0.0	7.439999	0.0	0.0	799.991992	800.4	3.474442
2024-09-10 23:30:00.000	20.0	0.0	-2.052384	0.0	0.0	3.999684	161.6	5.065084	-0.016351	0.0	7.439999	0.0	0.0	799.991992	800.4	3.487383
2024-09-10 23:45:00.000	20.0	0.0	-2.080438	0.0	0.0	3.999840	161.6	5.065084	-0.016351	0.0	7.439999	0.0	0.0	799.991992	800.4	3.479999
2024-09-11 00:00:00.000	20.0	0.0	-2.052007	0.0	0.0	3.999893	161.6	5.072766	-0.016351	0.0	7.439999	0.0	0.0	799.991992	800.4	3.471997

Most frequently occurring

	13171_FERM0101.Agitation_PV	13171_FERM0101.Air_Sparge_PV	13171_FERM0101.Biocontainer_Pressure_PV	13171_FERM0101.DO_1_PV	13171_FERM0101.DO_2_PV	13171_FERM0101.Gas_Overlay_PV	13171_FERM0101.Load_Cell_Net_PV	13171_FERM0101.pH_1_PV	13171_FERM0101.pH_2_PV	13171_FERM0101.PUMP_1_PV	13171_FERM0101.PUMP_1_TOTAL	13171_FERM0101.PUMP_2_PV	13171_FERM0101.PUMP_2_TOTAL	13171_FERM0101.Single_Use_DO_PV	13171_FERM0101.Single_Use_pH_PV	13171_FERM0101.Temperatura_PV	# duplicates
894	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	4655
308	0.0	0.0	480.0	0.0	0.0	0.0	-6.56	NaN	3.200000	0.0	17.360001	0.0	0.0	712.941797	800.4	26.040002	28
309	0.0	0.0	480.0	0.0	0.0	0.0	-6.56	NaN	3.200000	0.0	17.360001	0.0	0.0	712.941797	800.4	26.056006	21
491	0.0	0.0	480.0	0.0	0.0	0.0	-6.40	NaN	3.200000	0.0	17.360001	0.0	0.0	712.941797	800.4	24.728003	13
140	0.0	0.0	480.0	0.0	0.0	0.0	-6.80	1.457041	-0.016351	0.0	17.360001	0.0	0.0	712.941797	800.4	14.456006	12
645	0.0	0.0	480.0	0.0	0.0	0.0	-6.40	NaN	3.200000	0.0	17.360001	0.0	0.0	712.941797	800.4	29.064001	12
660	0.0	0.0	480.0	0.0	0.0	0.0	-6.32	NaN	3.200000	0.0	17.360001	0.0	0.0	712.941797	800.4	28.007996	12
148	0.0	0.0	480.0	0.0	0.0	0.0	-6.80	1.457041	-0.016351	0.0	17.360001	0.0	0.0	712.941797	800.4	14.559998	11
239	0.0	0.0	480.0	0.0	0.0	0.0	-6.64	NaN	3.200000	0.0	17.360001	0.0	0.0	712.941797	800.4	14.919995	11
307	0.0	0.0	480.0	0.0	0.0	0.0	-6.56	NaN	3.200000	0.0	17.360001	0.0	0.0	712.941797	800.4	26.023999	11

Overview

Variables

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring